Artificial intelligence is reshaping industries, yet its productivity impact remains elusive. This Innovation Insight argues that the real challenge lies in outdated models of measurement and policy. To navigate the AI era, governments need a new playbook—one that measures transformation, not just outcomes, and builds the adaptive capacity of national innovation systems.